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Benchmarks of Gemma 4 and Qwen 3.6 MoE models on AMD 6800H iGPU using llama.cpp Vulkan backend show that MoE models and lower-bit quantization (Q4_0) provide the best performance, while Q8_0 is too slow for large models.